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READMISSION RISK POOL · ANALYTICAL PLATFORM

Readmission Risk Pool (RRP) connects an organization’s data and risk provider to repeated, point-in-time assessments. The readmit R package supplies the shared analytical workflow, retained history, and a project-owned application.

A REPEATABLE WORKFLOW

01Maporganization-owned sources
02Assessrisk at chosen times
03Retainoutcomes across runs
04Exploreproducts in the app

THE ANALYTICAL QUESTION

One prediction at discharge cannot describe a changing risk pool.

As follow-up time passes and new information becomes available, the set of eligible discharge episodes can change. A later assessment asks about the remaining probability of a first hospital readmission strictly after that time and through 30 elapsed days after the original discharge. Each assessment keeps the original endpoint; it does not restart the 30-day window.

RRP applies shared eligibility rules to the episodes an organization supplies, records accepted estimates and other dispositions at each chosen time, and derives current-risk, trajectory, and operational-summary products. Its trajectories are recorded assessments, not continuous predictions between runs.

WHAT THE PLATFORM ENABLES

From local inputs to an inspectable risk pool.

The organization controls clinical sources, mapping, the risk provider, and how results are evaluated and used. readmit provides the shared structure around those choices.

01 / CONNECT

Own the implementation

Start with an ordinary project directory containing editable source-mapping and risk-provider scripts, configuration, branding, and its own Shiny app.

02 / ASSESS

Reassess at chosen times

Apply discharge-anchored eligibility and point-in-time event availability before requesting risk for eligible episodes.

03 / RETAIN

Keep the full history

Retain completed runs, including accepted estimates, provider failures, and ineligible episodes, so earlier results remain inspectable.

04 / EXPLORE

See the pool and its trajectories

Refresh CSV products from history and explore current remaining risk, recorded episode trajectories, and operational scope in the project app.

THE PROJECT-OWNED APPLICATION

A working view of the current pool and recorded risk.

The existing application lists eligible discharge episodes and their current estimates. Selecting an episode reveals its accepted assessments across runs.

Simulated RRP project application showing eligible discharge episodes with current-risk bars, one selected episode, and its recorded risk trajectory
Actual RRP Shiny application with simulated data. The risk values and episode IDs are illustrative; no patient records are shown. Open the image for a full-size view.

START WITH READMIT

Build an RRP project around your data and model.

Install readmit 1.0.0 from CRAN, then use the short walkthrough or the complete simulated-hospital guide.